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67c4340565
issue:https://github.com/milvus-io/milvus/issues/27576 # Main Goals 1. Create and describe collections with geospatial fields, enabling both client and server to recognize and process geo fields. 2. Insert geospatial data as payload values in the insert binlog, and print the values for verification. 3. Load segments containing geospatial data into memory. 4. Ensure query outputs can display geospatial data. 5. Support filtering on GIS functions for geospatial columns. # Solution 1. **Add Type**: Modify the Milvus core by adding a Geospatial type in both the C++ and Go code layers, defining the Geospatial data structure and the corresponding interfaces. 2. **Dependency Libraries**: Introduce necessary geospatial data processing libraries. In the C++ source code, use Conan package management to include the GDAL library. In the Go source code, add the go-geom library to the go.mod file. 3. **Protocol Interface**: Revise the Milvus protocol to provide mechanisms for Geospatial message serialization and deserialization. 4. **Data Pipeline**: Facilitate interaction between the client and proxy using the WKT format for geospatial data. The proxy will convert all data into WKB format for downstream processing, providing column data interfaces, segment encapsulation, segment loading, payload writing, and cache block management. 5. **Query Operators**: Implement simple display and support for filter queries. Initially, focus on filtering based on spatial relationships for a single column of geospatial literal values, providing parsing and execution for query expressions. 6. **Client Modification**: Enable the client to handle user input for geospatial data and facilitate end-to-end testing.Check the modification in pymilvus. --------- Signed-off-by: tasty-gumi <1021989072@qq.com>
854 lines
40 KiB
C++
854 lines
40 KiB
C++
// Licensed to the LF AI & Data foundation under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include <gtest/gtest.h>
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#include <string>
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#include "ogr_core.h"
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#include "ogr_geometry.h"
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#include "storage/DataCodec.h"
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#include "storage/InsertData.h"
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#include "storage/IndexData.h"
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#include "storage/Util.h"
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#include "common/Consts.h"
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#include "common/Json.h"
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#include <cstddef>
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#include "test_utils/Constants.h"
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#include "test_utils/DataGen.h"
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using namespace milvus;
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TEST(storage, InsertDataBool) {
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FixedVector<bool> data = {true, false, true, false, true};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::BOOL, false);
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field_data->FillFieldData(data.data(), data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::BOOL);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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ASSERT_EQ(new_payload->get_null_count(), 0);
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FixedVector<bool> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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ASSERT_EQ(data, new_data);
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}
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TEST(storage, InsertDataBoolNullable) {
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FixedVector<bool> data = {true, false, false, false, true};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::BOOL, true);
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uint8_t* valid_data = new uint8_t[1]{0x13};
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field_data->FillFieldData(data.data(), valid_data, data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::BOOL);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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ASSERT_EQ(new_payload->get_null_count(), 2);
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FixedVector<bool> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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// valid_data is 0001 0011, read from LSB, '1' means the according index is valid
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ASSERT_EQ(data[0], new_data[0]);
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ASSERT_EQ(data[1], new_data[1]);
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ASSERT_EQ(data[4], new_data[4]);
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ASSERT_EQ(*new_payload->ValidData(), *valid_data);
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delete[] valid_data;
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}
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TEST(storage, InsertDataInt8) {
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FixedVector<int8_t> data = {1, 2, 3, 4, 5};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::INT8, false);
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field_data->FillFieldData(data.data(), data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT8);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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ASSERT_EQ(new_payload->get_null_count(), 0);
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FixedVector<int8_t> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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ASSERT_EQ(data, new_data);
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}
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TEST(storage, InsertDataInt8Nullable) {
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FixedVector<int8_t> data = {1, 2, 3, 4, 5};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::INT8, true);
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uint8_t* valid_data = new uint8_t[1]{0x13};
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field_data->FillFieldData(data.data(), valid_data, data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT8);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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FixedVector<int8_t> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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data = {1, 2, 0, 0, 5};
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ASSERT_EQ(data, new_data);
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ASSERT_EQ(new_payload->get_null_count(), 2);
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ASSERT_EQ(*new_payload->ValidData(), *valid_data);
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delete[] valid_data;
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}
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TEST(storage, InsertDataInt16) {
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FixedVector<int16_t> data = {1, 2, 3, 4, 5};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::INT16, false);
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field_data->FillFieldData(data.data(), data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT16);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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ASSERT_EQ(new_payload->get_null_count(), 0);
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FixedVector<int16_t> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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ASSERT_EQ(data, new_data);
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}
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TEST(storage, InsertDataInt16Nullable) {
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FixedVector<int16_t> data = {1, 2, 3, 4, 5};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::INT16, true);
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uint8_t* valid_data = new uint8_t[1]{0x13};
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field_data->FillFieldData(data.data(), valid_data, data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT16);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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FixedVector<int16_t> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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data = {1, 2, 0, 0, 5};
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ASSERT_EQ(data, new_data);
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ASSERT_EQ(new_payload->get_null_count(), 2);
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ASSERT_EQ(*new_payload->ValidData(), *valid_data);
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delete[] valid_data;
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}
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TEST(storage, InsertDataInt32) {
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FixedVector<int32_t> data = {true, false, true, false, true};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::INT32, false);
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field_data->FillFieldData(data.data(), data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT32);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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ASSERT_EQ(new_payload->get_null_count(), 0);
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FixedVector<int32_t> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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ASSERT_EQ(data, new_data);
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}
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TEST(storage, InsertDataInt32Nullable) {
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FixedVector<int32_t> data = {1, 2, 3, 4, 5};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::INT32, true);
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uint8_t* valid_data = new uint8_t[1]{0x13};
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field_data->FillFieldData(data.data(), valid_data, data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT32);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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FixedVector<int32_t> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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data = {1, 2, 0, 0, 5};
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ASSERT_EQ(data, new_data);
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ASSERT_EQ(new_payload->get_null_count(), 2);
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ASSERT_EQ(*new_payload->ValidData(), *valid_data);
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delete[] valid_data;
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}
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TEST(storage, InsertDataInt64) {
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FixedVector<int64_t> data = {1, 2, 3, 4, 5};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::INT64, false);
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field_data->FillFieldData(data.data(), data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT64);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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ASSERT_EQ(new_payload->get_null_count(), 0);
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FixedVector<int64_t> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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ASSERT_EQ(data, new_data);
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}
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TEST(storage, InsertDataInt64Nullable) {
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FixedVector<int64_t> data = {1, 2, 3, 4, 5};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::INT64, true);
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uint8_t* valid_data = new uint8_t[1]{0x13};
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field_data->FillFieldData(data.data(), valid_data, data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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serialized_data_ptr, serialized_bytes.size());
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ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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ASSERT_EQ(new_insert_data->GetTimeRage(),
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std::make_pair(Timestamp(0), Timestamp(100)));
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auto new_payload = new_insert_data->GetFieldData();
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ASSERT_EQ(new_payload->get_data_type(), storage::DataType::INT64);
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ASSERT_EQ(new_payload->get_num_rows(), data.size());
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FixedVector<int64_t> new_data(data.size());
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memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
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data = {1, 2, 0, 0, 5};
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ASSERT_EQ(data, new_data);
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ASSERT_EQ(new_payload->get_null_count(), 2);
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ASSERT_EQ(*new_payload->ValidData(), *valid_data);
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delete[] valid_data;
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}
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TEST(storage, InsertDataGeometry) {
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OGRPoint point1(10.25, 0.55), point2(9.75, -0.23), point3(-8.50, 1.44);
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OGRLineString linstring;
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linstring.addPoint(&point1);
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linstring.addPoint(&point2);
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linstring.addPoint(&point3);
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OGRPolygon polygon;
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OGRLinearRing ring;
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ring.addPoint(&point1);
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ring.addPoint(&point2);
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ring.addPoint(&point3);
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ring.closeRings();
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polygon.addRing(&ring);
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std::string str1, str2, str3;
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unsigned char *s1 = new unsigned char[point1.WkbSize()],
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*s2 = new unsigned char[linstring.WkbSize()],
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*s3 = new unsigned char[polygon.WkbSize()];
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point1.exportToWkb(wkbNDR, s1);
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linstring.exportToWkb(wkbNDR, s2);
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polygon.exportToWkb(wkbNDR, s3);
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str1 = std::move(
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std::string(reinterpret_cast<const char*>(s1), point1.WkbSize()));
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str2 = std::move(
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std::string(reinterpret_cast<const char*>(s2), linstring.WkbSize()));
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str3 = std::move(
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std::string(reinterpret_cast<const char*>(s3), polygon.WkbSize()));
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FixedVector<std::string> data = {str1, str2, str3};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::GEOMETRY, false);
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field_data->FillFieldData(data.data(), data.size());
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::GEOMETRY);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
FixedVector<std::string> new_data(data.size());
|
|
ASSERT_EQ(new_payload->get_null_count(), 0);
|
|
for (int i = 0; i < data.size(); ++i) {
|
|
new_data[i] =
|
|
*static_cast<const std::string*>(new_payload->RawValue(i));
|
|
ASSERT_EQ(new_payload->DataSize(i), data[i].size());
|
|
}
|
|
ASSERT_EQ(data, new_data);
|
|
}
|
|
TEST(storage, InsertDataString) {
|
|
FixedVector<std::string> data = {
|
|
"test1", "test2", "test3", "test4", "test5"};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::VARCHAR, false);
|
|
field_data->FillFieldData(data.data(), data.size());
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::VARCHAR);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
FixedVector<std::string> new_data(data.size());
|
|
ASSERT_EQ(new_payload->get_null_count(), 0);
|
|
for (int i = 0; i < data.size(); ++i) {
|
|
new_data[i] =
|
|
*static_cast<const std::string*>(new_payload->RawValue(i));
|
|
ASSERT_EQ(new_payload->DataSize(i), data[i].size());
|
|
}
|
|
ASSERT_EQ(data, new_data);
|
|
}
|
|
|
|
TEST(storage, InsertDataStringNullable) {
|
|
FixedVector<std::string> data = {
|
|
"test1", "test2", "test3", "test4", "test5"};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::STRING, true);
|
|
uint8_t* valid_data = new uint8_t[1]{0x13};
|
|
field_data->FillFieldData(data.data(), valid_data, data.size());
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::STRING);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
FixedVector<std::string> new_data(data.size());
|
|
data = {"test1", "test2", "", "", "test5"};
|
|
for (int i = 0; i < data.size(); ++i) {
|
|
new_data[i] =
|
|
*static_cast<const std::string*>(new_payload->RawValue(i));
|
|
ASSERT_EQ(new_payload->DataSize(i), data[i].size());
|
|
}
|
|
ASSERT_EQ(new_payload->get_null_count(), 2);
|
|
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
|
|
delete[] valid_data;
|
|
}
|
|
|
|
TEST(storage, InsertDataFloat) {
|
|
FixedVector<float> data = {1, 2, 3, 4, 5};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::FLOAT, false);
|
|
field_data->FillFieldData(data.data(), data.size());
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::FLOAT);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
ASSERT_EQ(new_payload->get_null_count(), 0);
|
|
FixedVector<float> new_data(data.size());
|
|
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
|
|
ASSERT_EQ(data, new_data);
|
|
}
|
|
|
|
TEST(storage, InsertDataFloatNullable) {
|
|
FixedVector<float> data = {1, 2, 3, 4, 5};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::FLOAT, true);
|
|
std::array<uint8_t, 1> valid_data = {0x13};
|
|
field_data->FillFieldData(data.data(), valid_data.data(), data.size());
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::FLOAT);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
FixedVector<float> new_data(data.size());
|
|
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
|
|
data = {1, 2, 0, 0, 5};
|
|
ASSERT_EQ(data, new_data);
|
|
ASSERT_EQ(new_payload->get_null_count(), 2);
|
|
ASSERT_EQ(*new_payload->ValidData(), valid_data[0]);
|
|
}
|
|
|
|
TEST(storage, InsertDataDouble) {
|
|
FixedVector<double> data = {1.0, 2.0, 3.0, 4.2, 5.3};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::DOUBLE, false);
|
|
field_data->FillFieldData(data.data(), data.size());
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::DOUBLE);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
ASSERT_EQ(new_payload->get_null_count(), 0);
|
|
FixedVector<double> new_data(data.size());
|
|
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
|
|
ASSERT_EQ(data, new_data);
|
|
}
|
|
|
|
TEST(storage, InsertDataDoubleNullable) {
|
|
FixedVector<double> data = {1, 2, 3, 4, 5};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::DOUBLE, true);
|
|
uint8_t* valid_data = new uint8_t[1]{0x13};
|
|
field_data->FillFieldData(data.data(), valid_data, data.size());
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::DOUBLE);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
FixedVector<double> new_data(data.size());
|
|
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
|
|
data = {1, 2, 0, 0, 5};
|
|
ASSERT_EQ(data, new_data);
|
|
ASSERT_EQ(new_payload->get_null_count(), 2);
|
|
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
|
|
delete[] valid_data;
|
|
}
|
|
|
|
TEST(storage, InsertDataFloatVector) {
|
|
std::vector<float> data = {1, 2, 3, 4, 5, 6, 7, 8};
|
|
int DIM = 2;
|
|
auto field_data = milvus::storage::CreateFieldData(
|
|
storage::DataType::VECTOR_FLOAT, false, DIM);
|
|
field_data->FillFieldData(data.data(), data.size() / DIM);
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::VECTOR_FLOAT);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size() / DIM);
|
|
ASSERT_EQ(new_payload->get_null_count(), 0);
|
|
std::vector<float> new_data(data.size());
|
|
memcpy(new_data.data(),
|
|
new_payload->Data(),
|
|
new_payload->get_num_rows() * sizeof(float) * DIM);
|
|
ASSERT_EQ(data, new_data);
|
|
}
|
|
|
|
TEST(storage, InsertDataSparseFloat) {
|
|
auto n_rows = 100;
|
|
auto vecs = milvus::segcore::GenerateRandomSparseFloatVector(
|
|
n_rows, kTestSparseDim, kTestSparseVectorDensity);
|
|
auto field_data = milvus::storage::CreateFieldData(
|
|
storage::DataType::VECTOR_SPARSE_FLOAT, false, kTestSparseDim, n_rows);
|
|
field_data->FillFieldData(vecs.get(), n_rows);
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_TRUE(new_payload->get_data_type() ==
|
|
storage::DataType::VECTOR_SPARSE_FLOAT);
|
|
ASSERT_EQ(new_payload->get_num_rows(), n_rows);
|
|
ASSERT_EQ(new_payload->get_null_count(), 0);
|
|
auto new_data = static_cast<const knowhere::sparse::SparseRow<float>*>(
|
|
new_payload->Data());
|
|
|
|
for (auto i = 0; i < n_rows; ++i) {
|
|
auto& original = vecs[i];
|
|
auto& new_vec = new_data[i];
|
|
ASSERT_EQ(original.size(), new_vec.size());
|
|
for (auto j = 0; j < original.size(); ++j) {
|
|
ASSERT_EQ(original[j].id, new_vec[j].id);
|
|
ASSERT_EQ(original[j].val, new_vec[j].val);
|
|
}
|
|
}
|
|
}
|
|
|
|
TEST(storage, InsertDataBinaryVector) {
|
|
std::vector<uint8_t> data = {1, 2, 3, 4, 5, 6, 7, 8};
|
|
int DIM = 16;
|
|
auto field_data = milvus::storage::CreateFieldData(
|
|
storage::DataType::VECTOR_BINARY, false, DIM);
|
|
field_data->FillFieldData(data.data(), data.size() * 8 / DIM);
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::VECTOR_BINARY);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size() * 8 / DIM);
|
|
ASSERT_EQ(new_payload->get_null_count(), 0);
|
|
std::vector<uint8_t> new_data(data.size());
|
|
memcpy(new_data.data(), new_payload->Data(), new_payload->DataSize());
|
|
ASSERT_EQ(data, new_data);
|
|
}
|
|
|
|
TEST(storage, InsertDataFloat16Vector) {
|
|
std::vector<float16> data = {1, 2, 3, 4, 5, 6, 7, 8};
|
|
int DIM = 2;
|
|
auto field_data = milvus::storage::CreateFieldData(
|
|
storage::DataType::VECTOR_FLOAT16, false, DIM);
|
|
field_data->FillFieldData(data.data(), data.size() / DIM);
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::VECTOR_FLOAT16);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size() / DIM);
|
|
ASSERT_EQ(new_payload->get_null_count(), 0);
|
|
std::vector<float16> new_data(data.size());
|
|
memcpy(new_data.data(),
|
|
new_payload->Data(),
|
|
new_payload->get_num_rows() * sizeof(float16) * DIM);
|
|
ASSERT_EQ(data, new_data);
|
|
}
|
|
|
|
TEST(storage, IndexData) {
|
|
std::vector<uint8_t> data = {1, 2, 3, 4, 5, 6, 7, 8};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::INT8, false);
|
|
field_data->FillFieldData(data.data(), data.size());
|
|
|
|
storage::IndexData index_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
index_data.SetFieldDataMeta(field_data_meta);
|
|
index_data.SetTimestamps(0, 100);
|
|
storage::IndexMeta index_meta{102, 103, 104, 1};
|
|
index_data.set_index_meta(index_meta);
|
|
|
|
auto serialized_bytes = index_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_index_data = storage::DeserializeFileData(serialized_data_ptr,
|
|
serialized_bytes.size());
|
|
ASSERT_EQ(new_index_data->GetCodecType(), storage::IndexDataType);
|
|
ASSERT_EQ(new_index_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_field_data = new_index_data->GetFieldData();
|
|
ASSERT_EQ(new_field_data->get_data_type(), storage::DataType::INT8);
|
|
ASSERT_EQ(new_field_data->Size(), data.size());
|
|
std::vector<uint8_t> new_data(data.size());
|
|
memcpy(new_data.data(), new_field_data->Data(), new_field_data->DataSize());
|
|
ASSERT_EQ(data, new_data);
|
|
}
|
|
|
|
TEST(storage, InsertDataStringArray) {
|
|
milvus::proto::schema::ScalarField field_string_data;
|
|
field_string_data.mutable_string_data()->add_data("test_array1");
|
|
field_string_data.mutable_string_data()->add_data("test_array2");
|
|
field_string_data.mutable_string_data()->add_data("test_array3");
|
|
field_string_data.mutable_string_data()->add_data("test_array4");
|
|
field_string_data.mutable_string_data()->add_data("test_array5");
|
|
auto string_array = Array(field_string_data);
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FixedVector<Array> data = {string_array};
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auto field_data =
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milvus::storage::CreateFieldData(storage::DataType::ARRAY, false);
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field_data->FillFieldData(data.data(), data.size());
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|
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storage::InsertData insert_data(field_data);
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storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
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insert_data.SetFieldDataMeta(field_data_meta);
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insert_data.SetTimestamps(0, 100);
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|
|
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auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
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|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
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|
[&](uint8_t*) {});
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auto new_insert_data = storage::DeserializeFileData(
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|
serialized_data_ptr, serialized_bytes.size());
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|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
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|
ASSERT_EQ(new_insert_data->GetTimeRage(),
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|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
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|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::ARRAY);
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|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
FixedVector<Array> new_data(data.size());
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|
for (int i = 0; i < data.size(); ++i) {
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|
new_data[i] = *static_cast<const Array*>(new_payload->RawValue(i));
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|
ASSERT_EQ(new_payload->DataSize(i), data[i].byte_size());
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|
ASSERT_TRUE(data[i].operator==(new_data[i]));
|
|
}
|
|
}
|
|
|
|
TEST(storage, InsertDataStringArrayNullable) {
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|
milvus::proto::schema::ScalarField field_string_data;
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|
field_string_data.mutable_string_data()->add_data("test_array1");
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|
field_string_data.mutable_string_data()->add_data("test_array2");
|
|
field_string_data.mutable_string_data()->add_data("test_array3");
|
|
field_string_data.mutable_string_data()->add_data("test_array4");
|
|
field_string_data.mutable_string_data()->add_data("test_array5");
|
|
auto string_array = Array(field_string_data);
|
|
milvus::proto::schema::ScalarField field_int_data;
|
|
field_string_data.mutable_int_data()->add_data(1);
|
|
field_string_data.mutable_int_data()->add_data(2);
|
|
field_string_data.mutable_int_data()->add_data(3);
|
|
field_string_data.mutable_int_data()->add_data(4);
|
|
field_string_data.mutable_int_data()->add_data(5);
|
|
auto int_array = Array(field_int_data);
|
|
FixedVector<Array> data = {string_array, int_array};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::ARRAY, true);
|
|
uint8_t* valid_data = new uint8_t[1]{0x01};
|
|
field_data->FillFieldData(data.data(), valid_data, data.size());
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::ARRAY);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
ASSERT_EQ(new_payload->get_null_count(), 1);
|
|
FixedVector<Array> expected_data = {string_array, Array()};
|
|
FixedVector<Array> new_data(data.size());
|
|
for (int i = 0; i < data.size(); ++i) {
|
|
new_data[i] = *static_cast<const Array*>(new_payload->RawValue(i));
|
|
ASSERT_EQ(new_payload->DataSize(i), data[i].byte_size());
|
|
ASSERT_TRUE(expected_data[i].operator==(new_data[i]));
|
|
}
|
|
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
|
|
delete[] valid_data;
|
|
}
|
|
|
|
TEST(storage, InsertDataJsonNullable) {
|
|
FixedVector<Json> data = {Json(),
|
|
Json(simdjson::padded_string(std::string("A")))};
|
|
auto field_data =
|
|
milvus::storage::CreateFieldData(storage::DataType::JSON, true);
|
|
uint8_t* valid_data = new uint8_t[1]{0x00};
|
|
field_data->FillFieldData(data.data(), valid_data, data.size());
|
|
|
|
storage::InsertData insert_data(field_data);
|
|
storage::FieldDataMeta field_data_meta{100, 101, 102, 103};
|
|
insert_data.SetFieldDataMeta(field_data_meta);
|
|
insert_data.SetTimestamps(0, 100);
|
|
|
|
auto serialized_bytes = insert_data.Serialize(storage::StorageType::Remote);
|
|
std::shared_ptr<uint8_t[]> serialized_data_ptr(serialized_bytes.data(),
|
|
[&](uint8_t*) {});
|
|
auto new_insert_data = storage::DeserializeFileData(
|
|
serialized_data_ptr, serialized_bytes.size());
|
|
ASSERT_EQ(new_insert_data->GetCodecType(), storage::InsertDataType);
|
|
ASSERT_EQ(new_insert_data->GetTimeRage(),
|
|
std::make_pair(Timestamp(0), Timestamp(100)));
|
|
auto new_payload = new_insert_data->GetFieldData();
|
|
ASSERT_EQ(new_payload->get_data_type(), storage::DataType::JSON);
|
|
ASSERT_EQ(new_payload->get_num_rows(), data.size());
|
|
ASSERT_EQ(new_payload->get_null_count(), 2);
|
|
ASSERT_EQ(*new_payload->ValidData(), *valid_data);
|
|
delete[] valid_data;
|
|
}
|